Information Theoretic Principles for Agent Learning

Gibson, Jerry D.

Information Theoretic Principles for Agent Learning
  • 出版商: Springer
  • 出版日期: 2024-08-06
  • 售價: $2,280
  • 貴賓價: 9.5 折 $2,166
  • 語言: 英文
  • 頁數: 95
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031653874
  • ISBN-13: 9783031653872

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book provides readers with the fundamentals of information theoretic techniques for statistical data science analyses and for characterizing the behavior and performance of a learning agent outside of the standard results on communications and compression fundamental limits. Readers will benefit from the presentation of information theoretic quantities, definitions, and results that provide or could provide insights into data science and learning.

商品描述(中文翻譯)

本書為讀者提供了信息理論技術的基本原則，這些技術可用於統計數據科學分析，以及描述學習代理在標準通信和壓縮基本限制之外的行為和性能。讀者將從信息理論量、定義和結果的呈現中受益，這些內容提供或可能提供對數據科學和學習的見解。

作者簡介

Jerry D. Gibson is Professor of Electrical and Computer Engineering at the University of California, Santa Barbara. He has been an Associate Editor of the IEEE Transactions on Communications and the IEEE Transactions on Information Theory. He was an IEEE Communications Society Distinguished Lecturer for 2007-2008. He is an IEEE Fellow, and he has received The Fredrick Emmons Terman Award (1990), the 1993 IEEE Signal Processing Society Senior Paper Award, the 2009 IEEE Technical Committee on Wireless Communications Recognition Award, and the 2010 Best Paper Award from the IEEE Transactions on Multimedia. He is the author, coauthor, and editor of several books, the most recent of which are The Mobile Communications Handbook (Editor, 3rd ed., 2012), Rate Distortion Bounds for Voice and Video (Coauthor with Jing Hu, NOW Publishers, 2014), and Information Theory and Rate Distortion Theory for Communications and Compression (Morgan-Claypool, 2014). His research interests are lossy source coding, wireless communications and networks, and digital signal processing.

作者簡介(中文翻譯)

Jerry D. Gibson 是加州大學聖塔巴巴拉分校的電機與計算機工程教授。他曾擔任《IEEE 通訊期刊》和《IEEE 資訊理論期刊》的副編輯。他在 2007-2008 年期間擔任 IEEE 通訊學會的傑出講者。他是 IEEE Fellow，並曾獲得 Fredrick Emmons Terman 獎（1990 年）、1993 年 IEEE 信號處理學會高級論文獎、2009 年 IEEE 無線通訊技術委員會表彰獎，以及 2010 年 IEEE 多媒體期刊最佳論文獎。他是多本書籍的作者、合著者和編輯，最近的著作包括《行動通訊手冊》（編輯，第三版，2012 年）、《語音和視頻的速率失真界限》（與 Jing Hu 合著，NOW Publishers，2014 年）以及《通訊與壓縮的資訊理論與速率失真理論》（Morgan-Claypool，2014 年）。他的研究興趣包括有損源編碼、無線通訊與網路，以及數位信號處理。

類似商品